Evaluating OpenAI GPT 4.1 for Text Summarization and Classification Tasks Programming Computer Science by usmanmalik57 … sns from itertools import combinations from collections import Counter from sklearn.metrics import hamming_loss, accuracy_score from rouge_score import rouge_scorer from openai import OpenAI from google… Re: Question/Answering over SQL Data Using LangGraph Framework Programming Computer Science by Pelorus_1 Through its combination of natural language processing and structured query generation, LangGraph makes interfacing with databases and extracting insights over SQL data easier than ever. DeepSeek R1 vs Llama 3.1-405b for Text Classification and Summarization Programming Computer Science by usmanmalik57 … from fireworks.client import Fireworks import os import pandas as pd import time from rouge_score import rouge_scorer from sklearn.metrics import accuracy_score from collections import defaultdict from… Text Classification and Summarization with DeepSeek R1 Distill Llama 70B Programming Computer Science by usmanmalik57 … groq import Groq import os import pandas as pd from rouge_score import rouge_scorer from sklearn.metrics import accuracy_score from collections import defaultdict from google.colab import userdata… Benchmarking DeepSeek R1 for Text Classification and Summarization Programming Computer Science by usmanmalik57 …. ```python from huggingface_hub import InferenceClient import os import pandas as pd from rouge_score import rouge_scorer from sklearn.metrics import accuracy_score from collections import defaultdict ``` ## Calling DeepSeek… Implementing a Dynamic Filter Option in a Web Application Programming Software Development by YashSmith … keyword, set minimum and maximum values, and filter by category. import React, { useState } from "react"; const DataFilter = ({ data }) =>… Re: WooCommerce Duplicate Categories Programming Web Development by simplixi … on your production website. **It usually happens due to the import process creating new categories instead of matching with existing ones… and merging duplicate categories **Review Import Settings** * If you plan to import demo content again, check the import settings to see if there… Re: Fine-tuning OpenAI Vision Models for Visual Question-Answering Programming Computer Science by RKE2 Fine-tuning OpenAI Vision Models for visual question-answering is an exciting step forward in AI! It is amazing how these models can combine image recognition with natural language processing to provide accurate, context-aware answers. Cannot wait to see more advancements! Re: Text Classification and Summarization with DeepSeek R1 Distill Llama 70B Programming Computer Science by rproffitt "Wiz Research Uncovers Exposed DeepSeek Database Leaking Sensitive Information" "Security researchers tested 50 well-known jailbreaks against DeepSeek’s popular new AI chatbot. It didn’t stop a single one." It only seems to get worse the more you look at DeepSeek. And I must note how it is known to not want to talk about … Re: Text Classification and Summarization with DeepSeek R1 Distill Llama 70B Programming Computer Science by policenbicleara Llama-70B struggles with sentiment analysis (69% accuracy) vs. Qwen-32B (87%). Summarization performance is weaker, with lower ROUGE scores. Qwen-32B is the better choice—smaller, faster, and more accurate. 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Programming Software Development by ArkM …'s a common practice in C++ to implement Object-C @import semantics via sacramental [code=cplusplus] // Header file started... #ifndef HEADER_NAME_DERIVATIVE_ID… features in C++ and C preprocessors to do it. The #import preprocessor directive in MS Visual C++ has totally different semantics… Re: #import? Programming Software Development by CoolGamer48 So #import is specific to Obj-C? Re: #import? Programming Software Development by ArkM There are Obj_C #import analogues in some other languages (in PHP, for example), but no such directive in C and C++. It's a common case, Object-C != C++... Import from ??? Programming Software Development by ZZMike …;"One of the different things about Python is the import statement. How do you tell where a function or class… Re: Import from ??? Programming Software Development by Gribouillis Well, you can use the index of the python documentation https://docs.python.org/3/genindex-all.html It could be your beginner's project: write a command line tool which tells you from which module you can import symbols. Re: Import from ??? Programming Software Development by vegaseat Can be as simple as ... import pip print(pip) Re: Import from ??? Programming Software Development by ZZMike Perfect!!!! The "magic string" there is 'in module'. And, of course, I just noticed that the chapter headings there are WhereItComesFrom? 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